{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "annot.keys(): dict_keys(['version', 'video_id', 'video_hash', 'video_path', 'frame_count', 'fps', 'width', 'height', 'subject/objects', 'trajectories', 'relation_instances'])\n",
      "subject/objects: [{'tid': 0, 'category': 'adult'}, {'tid': 1, 'category': 'child'}, {'tid': 2, 'category': 'adult'}, {'tid': 3, 'category': 'sofa'}]\n",
      "frame_count:  1003\n",
      "width: 640 height: 480\n",
      "human_pose.keys(): dict_keys(['0', '1', '2'])\n"
     ]
    }
   ],
   "source": [
    "import json\n",
    "\n",
    "# Load image characteristics\n",
    "annot_path = 'annotation/validation/1008/4219909195.json'\n",
    "with open(annot_path, 'r') as f:\n",
    "    annot = json.load(f)\n",
    "print('annot.keys():', annot.keys())\n",
    "print('subject/objects:', annot['subject/objects'])\n",
    "print('frame_count: ', annot['frame_count'])\n",
    "print('width:', annot['width'], 'height:', annot['height'])\n",
    "    \n",
    "# Load human pose\n",
    "human_pose_path = 'human_poses/1008/4219909195.json'\n",
    "with open(human_pose_path, 'r') as f:\n",
    "    human_pose = json.load(f)\n",
    "print('human_pose.keys():', human_pose.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "HEATMAP_SIZE = 128\n",
    "skeletons = [[16, 14], [14, 12], [17, 15], [15, 13], [12, 13], [6, 12], \\\n",
    "             [7, 13], [6, 7], [6, 8], [7, 9], [8, 10], [9, 11], [2, 3], [1, 2], \\\n",
    "             [1, 3], [2, 4], [3, 5], [4, 6], [5, 7]]\n",
    "\n",
    "orig_width, orig_height = annot['width'], annot['height']\n",
    "# n_person = annot['subject/objects']\n",
    "scale_x = HEATMAP_SIZE / orig_width\n",
    "scale_y = HEATMAP_SIZE / orig_height"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "ret = np.zeros((HEATMAP_SIZE, HEATMAP_SIZE))\n",
    "\n",
    "pose_frame = np.array(human_pose['0']['0'])\n",
    "cur_kps = np.zeros((17, 2), dtype=np.int)\n",
    "cur_kps[:, 0] = (pose_frame[:, 0] * scale_x).astype(np.int)\n",
    "cur_kps[:, 1] = (pose_frame[:, 1] * scale_y).astype(np.int)\n",
    "\n",
    "for j, sk in enumerate(skeletons):\n",
    "    sk0 = sk[0] - 1\n",
    "    sk1 = sk[1] - 1\n",
    "#     if vis[sk0]>0 and vis[sk1]>0:\n",
    "    ret = cv2.line(ret, tuple(cur_kps[sk0]), tuple(cur_kps[sk1]), 0.05*(j+1), 1)\n",
    "#     ret = cv2.line(ret, tuple(cur_kps[sk0]), tuple(cur_kps[sk1]), 1, 1)\n",
    "\n",
    "plt.imshow(ret, cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "19"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(skeletons)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline\n",
    "img_path = 'frames/1008/4219909195/4219909195_000001.jpg'\n",
    "img = plt.imread(img_path)\n",
    "plt.imshow(img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "slowfast",
   "language": "python",
   "name": "slowfast"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
